Classify direct status use as treatment: employment-selection | AIGP
7-day money-back guarantee — full refund within 7 days of purchase if you've completed under 20% of the questions. See pricing →
Certifications Tools Flashcards Career Paths Exam Guides Blog Pricing For Teams About

Language

✓ EnglishDeutschEspañolFrançaisPortuguês
Check readiness — free →

Classify direct status use as treatment: employment-selection law, which review is appropriate?

AIGP Understanding How Laws, Standards and Frameworks Apply to AI Easy

Distinguish treatment from impact; apply intent analysis to the former and job-relatedness, necessity, and alternatives to the latter.

The question

A U.S. employer is procuring software for warehouse-hiring decisions. One model directly uses a protected characteristic; another is facially neutral but produces substantially different selection rates. Under applicable U.S. employment-selection law, which review is appropriate?

Preparing for AIGP? Take the free 5-min readiness quiz →

  1. Compare predictive accuracy only.
    Accuracy does not distinguish intentional differential treatment from disparate impact or satisfy the relevant employment-selection analysis.
  2. Classify direct status use as treatment; assess neutral disparity for impact, job relatedness, necessity, and alternatives.
    Direct use of protected status raises disparate-treatment concerns, while a neutral procedure with disproportionate outcomes may raise disparate-impact concerns. The latter requires analysis of job relatedness, business necessity, and appropriate less-discriminatory alternatives.
  3. Treat both models alike and review outcomes later.
    The models present different legal questions, and delaying review can leave treatment or impact concerns unaddressed.
  4. For the neutral model, investigate group disparity only after proving intent.
    A facially neutral procedure can raise disparate-impact concerns without proof of discriminatory intent.
The trap
First classify direct status use versus neutral disparate outcomes; then apply the distinct legal analysis.

How to remember it

Distinguish treatment from impact; apply intent analysis to the former and job-relatedness, necessity, and alternatives to the latter.

How many of these would you get right?

One of 1581 AIGP questions on Certsqill. Take a free five-minute check and see your score per domain — not one number, but which section to open tonight.

Test your AIGP readiness — free

More Understanding How Laws, Standards and Frameworks Apply to AI questions

Part of the Certsqill AIGP question bank · Understanding How Laws, Standards and Frameworks Apply to AI · Every answer, right and wrong, comes with its own explanation.